Landslide Susceptibility Analysis and Mapping Using Statistical Multivariate Techniques: Pahuatlan, Puebla, Mexico

被引:10
|
作者
Giselle Murillo-Garcia, Franny [1 ]
Alcantara-Ayala, Irasema [2 ]
机构
[1] Univ Nacl Autonoma Mexico, Posgrad Geog, Mexico City 04510, DF, Mexico
[2] Univ Nacl Autonoma Mexico, Inst Geog, Dept Geog Fis, Mexico City, DF, Mexico
关键词
landslides; susceptibility; statistical multivariate techniques; ARTIFICIAL NEURAL-NETWORKS; LOGISTIC-REGRESSION; TEMPORAL OCCURRENCE; 3; GORGES; HAZARD; MODELS; BIVARIATE; AREA;
D O I
10.1007/978-3-319-11053-0_16
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
Susceptibility analyses are frequently based on the idea that landslides occur in the same areas where they have taken place previously, and also in areas under similar conditions. Based on that assumption, four different statistical techniques-Linear Discriminant Analysis (LDA), Quadratic Discriminant Analysis (QDA), Logistic Regression (LRA), and Neural Networks (NN)-have been applied for the municipality of Pahuatlan, Puebla, Mexico. The base for the analysis was a geomorphological landslide inventory derived from the stereo-interpretation of Very High Resolution (VHR) satellite images. The quality of each model was controlled by using ROC curves and Cohen's Kappa coefficient. Also, a temporal validation with a data set of landslides occurred on 2012 was carried out for each model. The resulting analysis showed that the aspect, the slope angle and the lithological unit were the variables with the highest weight associated with the occurrence of landslides in the study area.
引用
收藏
页码:179 / 194
页数:16
相关论文
共 50 条
  • [21] Comparative analysis of statistical methods for landslide susceptibility mapping in the Bostanlik District, Uzbekistan
    Juliev, Mukhiddin
    Mergili, Martin
    Mondal, Ismail
    Nurtaev, Bakhtiar
    Pulatov, Alim
    Huebl, Johannes
    SCIENCE OF THE TOTAL ENVIRONMENT, 2019, 653 : 801 - 814
  • [22] A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses
    Nandi, A.
    Shakoor, A.
    ENGINEERING GEOLOGY, 2010, 110 (1-2) : 11 - 20
  • [23] Exploring machine learning and statistical approach techniques for landslide susceptibility mapping in Siwalik Himalayan Region using geospatial technology
    Saha, Abhik
    Tripathi, Lakshya
    Villuri, Vasanta Govind Kumar
    Bhardwaj, Ashutosh
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2024, 31 (07) : 10443 - 10459
  • [24] Assessment of shallow landslide susceptibility by means of statistical techniques
    Baeza, C
    Corominas, J
    LANDSLIDES-BK, 1996, : 147 - 152
  • [25] Advanced data mining techniques for landslide susceptibility mapping
    Ibrahim, Muhammad Bello
    Mustaffa, Zahiraniza
    Balogun, Abdul-Lateef
    Hamonangan Harahap, Indra Sati
    Ali Khan, Mudassir
    GEOMATICS NATURAL HAZARDS & RISK, 2021, 12 (01) : 2430 - 2461
  • [26] Validation and evaluation of two multivariate statistical models for predictive shallow landslide susceptibility mapping of the Eastern Pyrenees (Spain)
    Baeza, Cristina
    Lantada, Nieves
    Moya, Jose
    ENVIRONMENTAL EARTH SCIENCES, 2010, 61 (03) : 507 - 523
  • [27] Validation and evaluation of two multivariate statistical models for predictive shallow landslide susceptibility mapping of the Eastern Pyrenees (Spain)
    Cristina Baeza
    Nieves Lantada
    Jose Moya
    Environmental Earth Sciences, 2010, 61 : 507 - 523
  • [28] GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey)
    Yilmaz, Cagatay
    Topal, Tamer
    Suzen, Mehmet Lutfi
    ENVIRONMENTAL EARTH SCIENCES, 2012, 65 (07) : 2161 - 2178
  • [29] GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey)
    Cagatay Yilmaz
    Tamer Topal
    Mehmet Lütfi Süzen
    Environmental Earth Sciences, 2012, 65 : 2161 - 2178
  • [30] MAPPING OF LANDSLIDE SUSCEPTIBILITY USING BIVARIATE STATISTICAL TECHNIQUES AND GEOGRAPHIC INFORMATION SYSTEM IN THE NORTHEASTERN OF RIO GRANDE DO SUL STATE
    Vanacor, Roberto Nunes
    Alves Rolim, Silvia Beatriz
    REVISTA BRASILEIRA DE GEOMORFOLOGIA, 2012, 13 (01) : 15 - 28